{
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   "source": [
    "## Manifold Methods for Non-Linear Visualizations\n",
    "\n",
    "\n",
    "*Manifold methods allow us to visualize the correlations between features of the dataset and the provided lables (output)*\n",
    "\n",
    "#### It is observed from Spectral Embeddings and MDE (Multi Dimensional Scaling), that the dataset is Non-linearly seperable, and allows us to expect a high-classification performance !"
   ]
  },
  {
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    {
     "name": "stdout",
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     "text": [
      "Automatically created module for IPython interactive environment\n",
      "label:  [ 1.  2.  1.  1.  2.  1.  1.  1.  1.  2.  2.  2.  1.  2.  1.  2.  1.  1.\n",
      "  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  2.\n",
      "  1.  2.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  2.  1.  2.  1.  1.  2.  1.  1.  2.  2.  1.  1.  1.  1.  2.  1.  1.  1.\n",
      "  1.  1.  2.  1.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  2.  1.  2.\n",
      "  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  2.  1.\n",
      "  1.  1.  1.  1.  1.  2.  1.  1.  2.  1.  2.  1.  2.  1.  1.  1.  2.  1.\n",
      "  1.  2.  1.  2.  1.  2.  1.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  2.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  2.  1.  1.  2.  2.  1.  2.  1.  2.  2.  1.  1.  1.  1.\n",
      "  2.  2.  2.  1.  2.  1.  2.  1.  2.  1.  2.  2.  2.  1.  2.  2.  1.  2.\n",
      "  1.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  2.  2.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  2.  2.  1.  2.  1.  1.  1.\n",
      "  1.  2.  2.  2.  1.  1.  2.  1.  2.  1.  1.  1.  1.  1.  1.  2.  1.  1.\n",
      "  2.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  2.  1.\n",
      "  1.  1.  1.  2.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  2.  1.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  2.  2.  1.  2.  1.\n",
      "  1.  2.  2.  1.  1.  1.  1.  2.  1.  2.  1.  1.  1.  1.  2.  2.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  2.  2.  2.  2.  2.  1.  2.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  2.  1.  2.  1.  2.  1.  2.  1.  2.  1.  2.\n",
      "  1.  1.  1.  1.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  2.  2.  1.  1.\n",
      "  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  1.\n",
      "  2.  1.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.  1.  1.  2.  1.  2.\n",
      "  1.  1.  1.  2.  1.  1.  1.  2.  1.  1.  1.  2.  2.  1.  2.  1.  1.  2.\n",
      "  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.\n",
      "  1.  1.  2.  2.  2.  1.  2.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.\n",
      "  1.  1.  1.  1.  1.  2.  1.  1.  1.  2.  2.  1.  1.  1.  2.  1.  1.  2.\n",
      "  2.  2.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  2.\n",
      "  2.  1.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  1.\n",
      "  2.  1.  2.  2.  1.  2.  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  2.  2.\n",
      "  2.  2.  1.  2.  1.  2.  1.  1.  2.  1.  1.  2.  2.  1.  1.  1.  1.  1.\n",
      "  1.  1.  2.  1.  2.  1.  1.  2.  1.  2.  1.  1.  2.  2.  1.  1.  1.  2.\n",
      "  2.  2.  2.  2.  2.  1.  1.  2.  2.  2.  1.  1.  1.  2.  1.  1.  2.  2.\n",
      "  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  2.  1.  2.  1.  1.  2.  1.  1.\n",
      "  1.  2.  1.  2.  2.  1.  1.  1.  1.  2.  2.  1.  2.  1.  1.  2.  1.  2.\n",
      "  2.  2.  1.  2.  2.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.  1.  1.\n",
      "  1.  1.  2.  1.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  2.\n",
      "  1.  1.  1.  1.  2.  2.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.\n",
      "  2.  2.  2.  1.  2.  1.  1.  2.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.\n",
      "  1.  2.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  2.\n",
      "  1.  2.  1.  2.  1.  2.  1.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.\n",
      "  1.  2.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  2.  2.  2.  1.\n",
      "  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  2.\n",
      "  1.  1.  2.  2.  2.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  2.  2.\n",
      "  2.  1.  1.  2.  2.  1.  2.  2.  1.  1.  1.  1.  2.  1.  2.  1.  1.  1.\n",
      "  2.  1.  1.  2.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.  2.  2.  1.\n",
      "  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.\n",
      "  1.  1.  2.  2.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.\n",
      "  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  2.  2.  1.  2.\n",
      "  2.  2.  1.  1.  2.  1.  2.  2.  1.  2.  1.  1.  1.  2.  1.  1.  1.  2.\n",
      "  2.  1.  2.  1.  1.  1.  1.  1.  1.  1.  2.  1.  2.  2.  1.  2.  2.  2.\n",
      "  1.  1.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.\n",
      "  2.  2.  1.  1.  1.  1.  2.  2.  2.  2.  1.  2.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.]\n",
      "X:  [[  1.   6.   4. ...,   1.   2.   1.]\n",
      " [  2.  48.   2. ...,   1.   1.   1.]\n",
      " [  4.  12.   4. ...,   2.   1.   1.]\n",
      " ..., \n",
      " [  4.  12.   2. ...,   1.   1.   1.]\n",
      " [  1.  45.   2. ...,   1.   2.   1.]\n",
      " [  2.  45.   4. ...,   1.   1.   1.]]\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "print(__doc__)\n",
    "\n",
    "from time import time\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib.ticker import NullFormatter\n",
    "\n",
    "from sklearn import manifold, datasets\n",
    "\n",
    "Axes3D\n",
    "# FILENAME here\n",
    "\n",
    "filename=\"credit.csv\"\n",
    "\n",
    "f = open(filename)\n",
    "f.readline()\n",
    "data =  np.loadtxt(fname = f, delimiter = ',',dtype='double')\n",
    "\n",
    "label = data[:,data.shape[1]-1]\n",
    "print 'label: ',label\n",
    "X = data[:, 0:data.shape[1]-1]\n",
    "print 'X: ',X\n",
    "# Dataset has Label at index 0\n",
    "\n",
    "# Reading the labels now\n",
    "f= open(filename)\n",
    "labels_=np.loadtxt(fname=f,delimiter=',',dtype='string')\n",
    "labels_=labels_[0,0:data.shape[1]-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X:  [[  1.   6.   4. ...,   1.   2.   1.]\n",
      " [  2.  48.   2. ...,   1.   1.   1.]\n",
      " [  4.  12.   4. ...,   2.   1.   1.]\n",
      " ..., \n",
      " [  4.  12.   2. ...,   1.   1.   1.]\n",
      " [  1.  45.   2. ...,   1.   2.   1.]\n",
      " [  2.  45.   4. ...,   1.   1.   1.]]\n",
      "labels:  [ 1.  2.  1.  1.  2.  1.  1.  1.  1.  2.  2.  2.  1.  2.  1.  2.  1.  1.\n",
      "  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  2.\n",
      "  1.  2.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  2.  1.  2.  1.  1.  2.  1.  1.  2.  2.  1.  1.  1.  1.  2.  1.  1.  1.\n",
      "  1.  1.  2.  1.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  2.  1.  2.\n",
      "  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  2.  1.\n",
      "  1.  1.  1.  1.  1.  2.  1.  1.  2.  1.  2.  1.  2.  1.  1.  1.  2.  1.\n",
      "  1.  2.  1.  2.  1.  2.  1.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  2.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  2.  1.  1.  2.  2.  1.  2.  1.  2.  2.  1.  1.  1.  1.\n",
      "  2.  2.  2.  1.  2.  1.  2.  1.  2.  1.  2.  2.  2.  1.  2.  2.  1.  2.\n",
      "  1.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  2.  2.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  2.  2.  1.  2.  1.  1.  1.\n",
      "  1.  2.  2.  2.  1.  1.  2.  1.  2.  1.  1.  1.  1.  1.  1.  2.  1.  1.\n",
      "  2.  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  2.  1.\n",
      "  1.  1.  1.  2.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  2.  1.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  2.  2.  1.  2.  1.\n",
      "  1.  2.  2.  1.  1.  1.  1.  2.  1.  2.  1.  1.  1.  1.  2.  2.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  2.  2.  2.  2.  2.  1.  2.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  2.  1.  2.  1.  2.  1.  2.  1.  2.  1.  2.\n",
      "  1.  1.  1.  1.  2.  1.  1.  1.  2.  1.  1.  1.  1.  1.  2.  2.  1.  1.\n",
      "  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  1.\n",
      "  2.  1.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.  1.  1.  2.  1.  2.\n",
      "  1.  1.  1.  2.  1.  1.  1.  2.  1.  1.  1.  2.  2.  1.  2.  1.  1.  2.\n",
      "  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.\n",
      "  1.  1.  2.  2.  2.  1.  2.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.\n",
      "  1.  1.  1.  1.  1.  2.  1.  1.  1.  2.  2.  1.  1.  1.  2.  1.  1.  2.\n",
      "  2.  2.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  2.\n",
      "  2.  1.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  1.\n",
      "  2.  1.  2.  2.  1.  2.  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  2.  2.\n",
      "  2.  2.  1.  2.  1.  2.  1.  1.  2.  1.  1.  2.  2.  1.  1.  1.  1.  1.\n",
      "  1.  1.  2.  1.  2.  1.  1.  2.  1.  2.  1.  1.  2.  2.  1.  1.  1.  2.\n",
      "  2.  2.  2.  2.  2.  1.  1.  2.  2.  2.  1.  1.  1.  2.  1.  1.  2.  2.\n",
      "  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  2.  1.  2.  1.  1.  2.  1.  1.\n",
      "  1.  2.  1.  2.  2.  1.  1.  1.  1.  2.  2.  1.  2.  1.  1.  2.  1.  2.\n",
      "  2.  2.  1.  2.  2.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.  1.  1.\n",
      "  1.  1.  2.  1.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  2.\n",
      "  1.  1.  1.  1.  2.  2.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.\n",
      "  2.  2.  2.  1.  2.  1.  1.  2.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.\n",
      "  1.  2.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  2.  1.  1.  2.  2.\n",
      "  1.  2.  1.  2.  1.  2.  1.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.\n",
      "  1.  2.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  2.  2.  2.  1.\n",
      "  1.  1.  1.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.  2.\n",
      "  1.  1.  2.  2.  2.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  2.  2.\n",
      "  2.  1.  1.  2.  2.  1.  2.  2.  1.  1.  1.  1.  2.  1.  2.  1.  1.  1.\n",
      "  2.  1.  1.  2.  2.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.  2.  2.  1.\n",
      "  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  1.\n",
      "  1.  1.  2.  2.  1.  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.\n",
      "  2.  1.  1.  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.  1.  2.  2.  1.  2.\n",
      "  2.  2.  1.  1.  2.  1.  2.  2.  1.  2.  1.  1.  1.  2.  1.  1.  1.  2.\n",
      "  2.  1.  2.  1.  1.  1.  1.  1.  1.  1.  2.  1.  2.  2.  1.  2.  2.  2.\n",
      "  1.  1.  1.  1.  2.  1.  1.  1.  1.  2.  1.  1.  2.  1.  1.  1.  1.  1.\n",
      "  2.  2.  1.  1.  1.  1.  2.  2.  2.  2.  1.  2.  1.  1.  1.  1.  1.  1.\n",
      "  1.  1.  1.  1.  1.  1.  1.  1.  2.  1.]\n"
     ]
    }
   ],
   "source": [
    "print 'X: ',X\n",
    "print 'labels: ',label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Normalizing to Zero Mean Unit Variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mean = X.mean(axis=0)\n",
    "std = X.std(axis=0)\n",
    "X = (X - mean) / std"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Validate No. of neighbors & Components\n",
    "\n",
    "#### Restriction: n_neighbors > [n_components * (n_components + 3) / 2]\n",
    "\n",
    "** The no. of neighbors is to be validated **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n_neighbors = 150\n",
    "n_components = 14"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Locally Linear Embeddings and Variations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "standard: 0.99 sec\n",
      "ltsa: 2.6 sec\n",
      "hessian: 5 sec\n",
      "modified: 3.4 sec\n"
     ]
    },
    {
     "data": {
      "image/png": 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n3cmksr/VycccjfcbkBh//+q2xFeBffnpb17ivPmhpHVFeLelTBxjQ9Jv4WYz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\n0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M6Rwjz/TSYfKygo4FB2DiMHv0BmyqW8KNvPJqmcowozLo+JJWumsWrz86zdPhudSonq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\nQf4f/MY4in6fd0QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x89c4f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig = plt.figure(figsize=(18, 12))\n",
    "plt.suptitle(\"Trying out different Manifold Techniques\", fontsize=14)\n",
    "\n",
    "## Some compatibility code below per Sklearn requirements \n",
    "try:\n",
    "    # compatibility matplotlib < 1.0\n",
    "    ax = fig.add_subplot(251, projection='3d')\n",
    "    ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=label, cmap=plt.cm.Spectral)\n",
    "    ax.view_init(4, -72)\n",
    "except:\n",
    "    ax = fig.add_subplot(251, projection='3d')\n",
    "    plt.scatter(X[:, 0], X[:, 2], c=label, cmap=plt.cm.Spectral)\n",
    "\n",
    "methods = ['standard', 'ltsa', 'hessian', 'modified']\n",
    "labels = ['LLE', 'LTSA', 'Hessian LLE', 'Modified LLE']\n",
    "\n",
    "for i, method in enumerate(methods):\n",
    "    t0 = time()\n",
    "    Y = manifold.LocallyLinearEmbedding(n_neighbors, n_components,\n",
    "                                        eigen_solver='dense',\n",
    "                                        method=method).fit_transform(X)\n",
    "    t1 = time()\n",
    "    print(\"%s: %.2g sec\" % (methods[i], t1 - t0))\n",
    "\n",
    "    ax = fig.add_subplot(252 + i)\n",
    "    plt.scatter(Y[:, 0], Y[:, 1], c=label, cmap=plt.cm.Spectral)\n",
    "    plt.title(\"%s (%.2g sec)\" % (labels[i], t1 - t0))\n",
    "    ax.xaxis.set_major_formatter(NullFormatter())\n",
    "    ax.yaxis.set_major_formatter(NullFormatter())\n",
    "    plt.axis('tight')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Isomap Learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Isomap: 2.9 sec\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-7.2857883663297454,\n",
       " 8.7971389120384949,\n",
       " -7.4676031973573389,\n",
       " 7.5817591216410101)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ExMSL7mvDhg3StX0nadGgsUx6cUKFjJrT6ZQuHTpJA1tV6UukRLr5y7BHHr1g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\nUkL821E1pDNgzYSIjYkoddwAPXv2xGefDzt37MDJ2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gIC8PB4tsIZ/59uXXuQlexBSJBV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\nooZS3hERNZTyjoiooZR3REQN/RcbjJRpkEW1QwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8877dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t0 = time()\n",
    "Y = manifold.Isomap(n_neighbors, n_components).fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"Isomap: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(257)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=label, cmap=plt.cm.Spectral)\n",
    "plt.title(\"Isomap (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi-dimensional Scaling (MDS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MDS: 5.7 sec\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-3.6168680820442631,\n",
       " 3.636511043292133,\n",
       " -4.6707972255882284,\n",
       " 3.3458771325413119)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SLn/vgmNrYyA3N42IiAj6vPwaZ86coW7dukyaPB5PT0+Cg4MZOnwYAL2ff44X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\nvDVN0yqg/wf3CrGw1DLpNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf9596a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "t0 = time()\n",
    "mds = manifold.MDS(n_components, max_iter=100, n_init=1)\n",
    "Y = mds.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"MDS: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(258)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=label, cmap=plt.cm.Spectral)\n",
    "plt.title(\"MDS (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spectral Embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SpectralEmbedding: 0.75 sec\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-1.0478091592538548,\n",
       " 1.1444297616225254,\n",
       " -1.2422175649460365,\n",
       " 1.3149653252646125)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pEw2NOUYaUzlAI1050uxN2IUEkrxja8HCZweOHWHTpk3Y2dnRsmVLbG1tiY2N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XeMwHqshHmurrxsT+Llic/y888/A1BaWsrOnTs5c+bMH+prxYoV3D/2QZ5/fjJutxsXv7LvnLhR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RG1NJPttF8q2f+yt37rPcuL9yk0R/OckXMfdX7txnuXF/5cZJ3szMDisneTOzIlaQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf6fbf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "t0 = time()\n",
    "se = manifold.SpectralEmbedding(n_components=n_components,\n",
    "                                n_neighbors=n_neighbors)\n",
    "Y = se.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"SpectralEmbedding: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(259)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=label, cmap=plt.cm.Spectral)\n",
    "plt.title(\"SpectralEmbedding (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## t-Distributed Stochastic Neighbor Embedding (t-SNE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "t0 = time()\n",
    "tsne = manifold.TSNE(n_components=n_components, init='pca', random_state=0)\n",
    "Y = tsne.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"t-SNE: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(2, 5, 10)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=label, cmap=plt.cm.Spectral)\n",
    "plt.title(\"t-SNE (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
